The Download: Claude’s inner workings and OpenAI’s “super app”
Anthropic just cracked Claude's black box. Here's what's inside.

Why it matters
Anthropic's discovery of hidden representational spaces in Claude offers rare transparency into LLM reasoning—a potential competitive advantage in the race to understand and control model behavior. This shifts the interpretability conversation from theory to practice.
The key facts
5 to knowAnthropic discovered hidden space where Claude processes concepts
Clearest glimpse yet into large language model internals
Article date: July 10, 2026
OpenAI 'super app' mentioned as secondary story
Research appears to focus on model interpretability/mechanistic understanding
Go to the source
MIT Technology Reviewtechnologyreview.com
Publisher excerpt: This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Anthropic found a hidden space where Claude puzzles over concepts The AI firm Anthropic has got the clearest glimpse yet at what’s really going on inside large…